For Startups
Get ahead of the game with what's required to move from prototype to production.
These are the problems we see in almost every engagement.
The demo works. Real users don't behave like your test cases, and models hallucinate in ways you won't catch until it's live.
New releases promise improvements. Without evaluation infrastructure, you can't tell if an update helps or hurts until it's too late.
"It seemed fine in testing" isn't good enough. You need evidence - and a system that produces it on demand.
The prompts you tested for are never the ones that cause problems. Edge cases compound quickly in production.
Every LLM hallucinates sometimes. Without systematic evaluation, you don't know your error rate - and neither do your users.
The choices made in the first weeks determine how hard everything is after. Bad foundations are expensive to rebuild.
Start wherever makes sense. Many engagements begin with a Strategy Sprint and move into Fractional Engineering.
"Be the AI engineer we don't have."
A senior AI engineer embedded with your team. Strategy, hands-on engineering, evaluation infrastructure, and continuous improvement at a flexible monthly cadence.
Monthly cadence - flexible commitment Learn more"Show me where I stand and what to do next."
A clear technical roadmap: what to build, what to avoid, what to prioritise, and how you'll know it's working. The architectural decisions made before you write code.
Fixed price - 2-3 weeks Learn more"Is what we've built working?"
An honest, independent assessment of your existing AI system. What the evaluation infrastructure looks like, where the gaps are, and a clear plan for what to do about it.
Fixed price - 1-2 weeks Learn moreBook a free 30-minute call. Honest advice on where you are - no pitch, no obligation.
Book a free consultation